When the PM has written production code

By Nurdaulet Akhmatov

Why talking both revenue and latency saves time in delivery.

Blog cover: When the PM has written production code

Two rooms, same person

I started as a fullstack engineer on live systems, then moved into AI research, then product ownership. Specs that ignore production cost everyone weeks.

I still write tickets and roadmaps. I just know when a request is expensive, fragile, or underspecified.

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Notes on shipping AI and web products. What worked, what broke, and why.